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zbMATH Open
Article . 2019
Data sources: zbMATH Open
Numerical Algebra Control & Optimization
Article . 2019 . Peer-reviewed
Data sources: Crossref
https://dx.doi.org/10.48550/ar...
Article . 2017
License: arXiv Non-Exclusive Distribution
Data sources: Datacite
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Stability preservation in Galerkin-type projection-based model order reduction

Authors: Pulch, Roland;

Stability preservation in Galerkin-type projection-based model order reduction

Abstract

We consider linear dynamical systems consisting of ordinary differential equations with high dimensionality. The aim of model order reduction is to construct an approximating system of a much lower dimension. Therein, the reduced system may be unstable, even though the original system is asymptotically stable. We focus on projection-based model order reduction of Galerkin-type. A transformation of the original system guarantees an asymptotically stable reduced system. This transformation requires the numerical solution of a high-dimensional Lyapunov equation. We specify an approximation of the solution, which allows for an efficient iterative treatment of the Lyapunov equation under a certain assumption. Furthermore, we generalise this strategy to preserve the asymptotic stability of stationary solutions in model order reduction of nonlinear dynamical systems. Numerical results for high-dimensional examples confirm the computational feasibility of the stability-preserving approach.

23 pages, 11 figures

Keywords

Asymptotic stability in control theory, Iterative numerical methods for linear systems, asymptotic stability, Lyapunov equation, Numerical Analysis (math.NA), Stability of solutions to ordinary differential equations, ordinary differential equation, Numerical methods for initial value problems involving ordinary differential equations, dynamical system, Galerkin projection, alternating direction implicit method, model order reduction, FOS: Mathematics, 65L05, 65F10, 34C20, 34D20, 93D20, Mathematics - Numerical Analysis, Transformation and reduction of ordinary differential equations and systems, normal forms

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
6
Average
Average
Top 10%
Green
gold